Answer Capsule
MedMinder is a strong fit for seniors taking multiple daily prescriptions when the goal is preventing missed doses and accidental double-dosing through a locked, cellular-connected dispenser with caregiver alerts. Five of seven AI platforms named MedMinder in the ranking stage, and four of seven rated it a "strong" fit for this use case. The strongest reason to consider MedMinder is its Jon model's physical compartment locking, which restricts access to only the scheduled dose and directly addresses double-dosing risk. The main limitation is cost and pricing transparency: recurring monthly fees are reported between $49.95 and $125 depending on model and services, and current official pricing is not clearly published. Buyers should verify the exact model, total monthly cost, cancellation terms, and medication compatibility before purchasing.
Research Snapshot
| Metric | Value |
|---|---|
| Platform mentions in ranking stage | 5 of 7 platforms |
| Share of included platform responses | 71% (5 of 7) |
| Average listed rank | 3.8 |
| Best listed rank | 2 |
| Fit ratings | 4 strong, 2 good, 1 uncertain |
| Relevant product/model/plan | MedMinder Jon Locked Cellular Dispenser; MedMinder Maya with cellular plan and Lockable Tray |
| Overall use-case fit | Strong, conditional on cost and model verification |
| Research date | 2026-08-12 |
Why MedMinder Qualified for This Study
MedMinder qualified because it directly addresses the five category criteria for Automated Medication Management: dose compartment capacity, alert intensity, automatic locking, caregiver notification speed, and battery backup. The product is a dispenser device combined with a software service model, matching the ranking unit for this study. Five of seven AI platforms named MedMinder during the ranking stage, with ranks of 2, 2, 3, 3, and 9 across platforms [1].
The Product, Model, Plan, or Service Most Relevant to Automated Medication Management
The most relevant configuration is the MedMinder Jon Locked Cellular Dispenser, which combines 28 compartments, physical compartment locking, cellular connectivity, and caregiver monitoring. The MedMinder Maya model with a cellular plan and Lockable Tray is the alternative when pharmacy pre-sort service is desired. All seven platforms identified either the Jon or Maya cellular configuration as the relevant product for this use case [6].
What the AI Platforms Agreed About
Strong agreement: Locking prevents double-dosing
Four platforms independently identified the Jon model's physical compartment locking as a key advantage. The Jon locks all compartments except the one containing the currently scheduled dose, preventing unauthorized access to future doses [13]. One platform called MedMinder "the category leader for dementia safety" due to this tamper-proof locking [19]. The Maya model, by contrast, allows access to any compartment at any time with post-hoc notifications [20].
Strong agreement: Cellular connectivity eliminates Wi-Fi dependency
Multiple platforms noted that MedMinder's built-in cellular modem means no home Wi-Fi, phone line, or router is required for operation [21]. This is a meaningful advantage for households with unreliable internet. However, one review noted that robust AT&T/T-Mobile cellular signal is required in the room of placement for remote monitoring to function [23].
Strong agreement: Multi-modal escalating alerts
Platforms consistently described an escalation sequence: flashing compartment light, audible beep, automated phone call to the user, then phone/text/email notifications to caregivers if the dose remains missed [27]. One independent review described MedMinder as "strongest in automated phone-call escalation to caregivers" among major dispensers [31].
Majority agreement: 28-compartment capacity
Five platforms reported 28 compartments per tray [21]. Capacity per compartment was reported as up to 12 pills by two platforms [34], while one platform noted a separate description stating cups can hold up to 20 pills of various sizes, with the caveat that current pages do not clearly confirm this for every configuration [21].
Majority agreement: Caregiver notification is a core strength
Five platforms cited real-time or immediate caregiver notifications via phone call, text, or email after a missed dose [22]. One platform noted that SMS notifications are easily missed, making MedMinder's phone-call feature superior to text-only competitors [31].
Where the AI Platforms Disagreed or Were Uncertain
Battery backup duration conflict
Platforms reported conflicting battery backup figures. One platform cited MedMinder's FAQ stating approximately 6 to 12 hours of rechargeable battery backup [37]. Two other platforms reported 48-hour battery backup based on independent reviews [38]. One platform explicitly flagged this as a conflict: "Older reviews of the battery life report a 12-hour backup, whereas newer testing benchmarks and updated user documentation specify a backup lifespan of up to 48 hours" [40]. Two platforms reported the battery duration as unclear or unspecified [41].
Pricing conflicts
Platforms reported materially different pricing figures. One platform reported $125/month for the base monitoring plan [44]. Another reported $49.95/month for the Jon model and $125/month for the Maya pharmacy-integrated model, with a $100 setup fee often waived [45]. An older 2020 independent source reported $40/month for Maya and $60/month for the locked Jon model [46]. One platform noted that current public pricing is not clearly disclosed on official shop pages [47]. The 2026 Minnesota state resource confirms a monthly fee exists but does not state the amount [48].
Model naming inconsistency
MedMinder's current pages use broad names such as "Smart Pill Dispenser," while the Jon and Maya model names are not consistently presented with current specifications [49]. This creates uncertainty about which exact model a buyer would receive.
Perplexity's uncertain rating
One platform rated MedMinder "uncertain" because the provided evidence set did not include verified product specifications, pricing, or independent performance validation for the exact models in scope [50]. This platform noted that compartment capacity, alert intensity, locking behavior, caregiver notification speed, and battery backup were all unverified in its available sources [50].
Dispensing accuracy
One platform noted that MedMinder cannot guarantee dispensing accuracy every cycle because users must manually load compartments and verify pills match the programmed schedule [51]. This is a limitation for buyers expecting fully automatic dispensing.
Use-Case-Specific Features and Capabilities
Dose compartment capacity
MedMinder's dispenser contains 28 compartments, accommodating seven days of medication at four doses daily or 28 single doses [52]. Individual cups can hold up to 12 pills per compartment per two platforms [56], with one platform noting a separate description of up to 20 pills [52]. This capacity supports multiple daily prescriptions but limits supply duration for complex regimens—four doses daily lasts only seven days [57].
Alert intensity (visual/audible)
The system provides a flashing light on the target compartment, audible beeping, and an automated phone call reminder to the senior [58]. Reminder types can be selected by the patient or caregiver, including lights, sounds, calls, texts, or emails [62]. One platform noted that if the device or phone is not within audible range, alerts may not be heard [63]. No decibel level is published [55].
Automatic locking mechanisms
The Jon model physically locks all compartments and only unlocks the specific cup containing the scheduled dose [59]. This prevents unauthorized premature access and double-dosing. The Maya model has no locking and allows access to any compartment at any time [69]. One platform noted that the Jon is "the only automatic dispenser with genuine tamper-proof compartment locking" [68].
Caregiver notification speed
MedMinder sends real-time missed-dose alerts to caregivers via phone call, text, or email [70]. One platform described an escalation protocol: device alarm → app notification → text/email to caregiver → phone call to caregiver [67]. Another noted that if a dose is missed within a customized timeframe (up to 2 hours), the system sends automated alerts [74]. The exact escalation delay and retry logic are not precisely published [58].
Battery backup system
Battery backup is reported as approximately 6 to 12 hours by MedMinder's FAQ [58] and up to 48 hours by independent reviews [75]. Local light and beep alerts continue during power outages, but cellular notifications require return of wireless coverage [76]. This conflict requires verification with the current model.
Connectivity
The dispenser uses cellular connectivity (AT&T/T-Mobile) and may also use Wi-Fi [52]. No home internet, phone line, or router is required for cellular operation [70]. Robust cellular signal in the placement room is required for remote monitoring [78].
Pharmacy and refill support
MedMinder offers pharmacy-sorted, prefilled trays, automatic refill options, and medication delivery [79]. The Maya plan includes pharmacy pre-sort service that eliminates manual filling [81]. Refills are ordered automatically when running low [81]. This service is US-only [67].
Medication type limitations
MedMinder cannot store liquid medications, refrigerated drugs, chewable/dissolvable pills, soft gel caps, or sticky pills due to humidity-related sticking or disintegration [82]. These limitations affect complex medication profiles.
Pricing, Fees, Contracts, and Ongoing Costs
Known costs
- Refill trays: A set of four refill trays is publicly listed at $25.00 [83].
- Jon monthly plan: Reported at $49.95/month by two platforms [84].
- Maya monthly plan: Reported at $125/month including pharmacy services by three platforms [86].
- Jon device cost: Approximately $175 one-time, per one platform [85].
- Setup fee: $100, often waived, per two platforms [85].
- Older 2020 pricing: $40/month for Maya and $60/month for locked Jon, per an independent 2020 source [87].
Contract and cancellation terms
- One platform reported no long-term contracts and month-to-month rental [84].
- One platform reported that hardware must be returned upon cancellation [88].
- One platform noted that specific contract length and cancellation terms are not publicly detailed and require verification [85].
- One platform noted that current public pages do not clearly state contract length, cancellation notice, return requirements, or early-termination fees [89].
Pricing confidence
Pricing confidence is low to moderate across platforms. Current public pricing for the recommended Jon, locked cellular, or Maya configurations is not clearly posted on MedMinder's official consumer pages [83]. The 2026 Minnesota state resource lists a monthly fee but not the amount [90]. Buyers should treat all reported figures as requiring current verification.
Best Suited For
- Seniors with cognitive impairments or dementia who are prone to double-dosing and need locked compartments [91]
- Long-distance caregivers who need real-time missed-dose alerts via phone call, text, or email [96]
- Households without dependable Wi-Fi, because cellular connectivity is available [91]
- Seniors taking 4+ different medications at multiple times daily [103]
- Caregivers who want pharmacy-prepared trays to reduce manual sorting and loading errors [105]
Probably Not Best Suited For
- Budget-conscious buyers seeking a one-time purchase with no recurring fees [108]
- Users with liquid medications, refrigerated drugs, chewable/dissolvable pills, or soft gel caps [113]
- Seniors living in areas with poor AT&T/T-Mobile cellular coverage [115]
- Buyers who need fully transparent, model-specific pricing before contacting sales [108]
- Users who need automatic pill dispensing rather than manual compartment opening [113]
- Seniors with simple once-daily regimens who can manage a standard pill organizer [110]
- Non-US residents, as pharmacy services are US-only [112]
When Another Option May Be Better
- Budget is the primary concern: LiveFine WiFi at $90 one-time or E-Pill at $40-$50 one-time for non-critical monitoring [117].
- Automatic dispensing is required: MedaCube at $1,999 one-time dispenses precise doses automatically without manual loading [117].
- 90-day supply capacity is needed: Hero at $29.99/month with 90-day capacity [118].
- Liquid or refrigerated medications are part of the regimen: Standard pill dispensers cannot accommodate these [119].
- Home Wi-Fi is available and cellular coverage is poor: Hero System at $99 + $29.99/month may be more affordable long-term [117].
- Over 5+ years of use: MedaCube at $1,999 costs less than MedMinder's reported $7,500 subscription over 5 years [121].
- The senior cannot reliably respond to alerts: Professional in-home medication administration may be more appropriate than any automated dispenser [122].
Questions to Verify Before Buying
- Which exact current model will be supplied: Jon, Jon Locked Cellular, Maya, or another Smart Pill Dispenser configuration? [123]
- How many compartments and doses per compartment are available for the selected model? [123]
- Is the tray locked between doses, and can a caregiver override or release a dose remotely? [123]
- What is the exact alert escalation schedule from flashing light to sound to phone, text, or email? [126]
- How quickly are caregivers notified after a missed dose, and how many contacts or retries are supported? [126]
- Is the battery backup 6-12 hours or 48 hours for the selected model? [126]
- What are the total monthly charges including device, cellular, monitoring, pharmacy, shipping, and refill-tray fees? [123]
- Is there a contract, minimum term, cancellation notice, return deadline, restocking fee, or unreturned-equipment charge? [123]
- Can the buyer continue using an existing pharmacy, or is MedMinder's pharmacy service required? [123]
- Does the system support PRN medications, split tablets, half-dose schedules, liquids, refrigerated drugs, and irregular dosing? [123]
- Is there a reliable AT&T/T-Mobile cellular signal in the room where the dispenser will be placed? [136]
- What caregiver training, technical support, and outage procedures are included? [123]
Final AI Consensus Verdict
MedMinder is a strong fit for automated medication management when the priority is preventing missed doses and accidental double-dosing through a locked, cellular-connected dispenser with caregiver alerts. Four of seven platforms rated it "strong," two rated it "good," and one rated it "uncertain" due to insufficient evidence. The Jon model's physical compartment locking is the standout feature, directly addressing the double-dosing risk that reminder apps and open pill organizers cannot. Cellular connectivity eliminates Wi-Fi dependency, and multi-modal escalating alerts—including phone calls to caregivers—are a documented strength.
The recommendation should remain conditional until the buyer confirms the exact model, current total price, cancellation terms, medication compatibility, notification latency, and backup-power performance. Current pricing is not transparently published, and reported figures range from $49.95 to $125 per month depending on model and services. Battery backup claims conflict between 6-12 hours and 48 hours. For budget-conscious buyers or those with simple regimens, lower-cost alternatives may offer better value. For seniors at risk of double-dosing who need remote caregiver oversight, MedMinder's locked cellular configuration is a compelling choice.
For a broader comparison of options, see the Automated Medication Management consensus index. For other senior technology categories, visit the senior technology directory.
How This Review Was Produced
This review was produced by aggregating fit-research responses from seven AI platforms: Anthropic, DeepSeek, Google, Grok, Kimi, OpenAI, and Perplexity. Each platform evaluated MedMinder against five category criteria: dose compartment capacity, alert intensity, automatic locking mechanisms, caregiver notification speed, and battery backup system. Platform responses included fit ratings, use-case findings, pricing assessments, and cited sources. The research date for this study is 2026-08-12. Platform-reported research dates are provenance metadata and do not independently prove freshness; one platform (DeepSeek) reported a research date of 2026-04-07, which differs from the authoritative run date.
Methodology Limitations
- Platform mentions vs. fit evaluation: All seven platforms evaluated fit, but only five named MedMinder during the ranking discovery stage. The two platforms that did not name MedMinder in ranking are not counted in platform_mentions.
- Conflicting product names: MedMinder's current pages use broad names such as "Smart Pill Dispenser," while the Jon and Maya model names are not consistently presented with current specifications. This review does not resolve these conflicts by guessing; buyers must verify the exact model.
- Conflicting pricing: Reported monthly costs range from $40 to $125 depending on source and year. The $40 and $60 figures come from a 2020 publication and may be obsolete. Current official pricing is not clearly disclosed.
- Conflicting battery backup: Sources report both 6-12 hours and 48 hours. This conflict is disclosed rather than resolved.
- Unverified URLs: The supplied URLs were collected from platform responses and were not independently validated by the writer stage.
- No independent testing: This review does not claim personal testing, customer experience, or independent verification of MedMinder's performance. AI-platform agreement does not prove product quality.
- Company-owned vs. independent evidence: Several key claims come from MedMinder's own pages (medminder.com, shop.medminder.com, test.medminder.com) and should be treated as company-reported. Independent reviews and government resources are identified separately in the Sources section.
- No guaranteed outcomes: MedMinder states that alerts and monitoring support adherence, but the reviewed evidence does not independently establish a guaranteed reduction in missed doses or double-dosing. An alert or compartment opening does not prove that medication was swallowed.
Sources
Company-Owned Sources
- MedMinder - Automatic Pill Dispenser for Seniors: https://medminder.com/
- Advanced Pharmacy Services: How MedMinder Enhances Medication Management: https://medminder.com/advanced-pharmacy-services-how-medminder-enhances-medication-management/
- Enhancing Health Outcomes and Cost Efficiency: The Value of MedMinder for Health Care Plan Providers: https://medminder.com/enhancing-health-outcomes-and-cost-efficiencythe-value-of-medminder-for-health-care-plan-providers/
- FAQ - MedMinder: https://medminder.com/faq/
- Medication Management for Individuals: https://medminder.com/for-patients/
- Caregiving Made Easier: Tips for Picking the Right Smart Medication Dispenser: https://medminder.com/from-pillbox-to-platform-medminder-makes-medication-management-effortless/
- MedMinder Device Instructions for Use: https://medminder.com/wp-content/uploads/2024/05/MedMinder-Device-Instructions-For-Use.pdf
- Get to know MedMinder PDF Catalog: https://pdf.medicalexpo.com/pdf/medminder/get-to-know-medminder/84219-160657.html
- MedMinder Personalized At-Home Pharmacy: https://shop.medminder.com/
- MedMinder Advance Pharmacy Services: https://shop.medminder.com/medminder-advanced-pharmacy-services/
- Shop - MedMinder Shop: https://shop.medminder.com/shop/
- Automatic Pill Dispenser - MedMinder: https://test.medminder.com/automatic-pill-dispenser/
- Features - MedMinder: https://test.medminder.com/features/
Additional AI research evidence136 records
- AI research evidence record openai:c1
- AI research evidence record anthropic:c5
- AI research evidence record deepseek:c1
- AI research evidence record grok:c1
- AI research evidence record google:c1
- AI research evidence record openai:c1
- AI research evidence record anthropic:c4
- AI research evidence record deepseek:c1
- AI research evidence record grok:c1
- AI research evidence record google:c1
- AI research evidence record kimi:c2
- AI research evidence record perplexity:c1
- AI research evidence record openai:c3
- AI research evidence record openai:c4
- AI research evidence record anthropic:c4
- AI research evidence record google:c1
- AI research evidence record google:c3
- AI research evidence record kimi:c2
- AI research evidence record kimi:c3
- AI research evidence record anthropic:c9
- AI research evidence record openai:c1
- AI research evidence record openai:c5
- AI research evidence record anthropic:c7
- AI research evidence record deepseek:c1
- AI research evidence record grok:c2
- AI research evidence record kimi:c5
- AI research evidence record openai:c2
- AI research evidence record anthropic:c3
- AI research evidence record anthropic:c10
- AI research evidence record google:c2
- AI research evidence record anthropic:c5
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c6
- AI research evidence record grok:c1
- AI research evidence record deepseek:c2
- AI research evidence record google:c4
- AI research evidence record openai:c2
- AI research evidence record anthropic:c8
- AI research evidence record anthropic:c12
- AI research evidence record google:c5
- AI research evidence record deepseek:c1
- AI research evidence record grok:c1
- AI research evidence record kimi:c2
- AI research evidence record anthropic:c11
- AI research evidence record google:c1
- AI research evidence record openai:c10
- AI research evidence record openai:c7
- AI research evidence record openai:c9
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:c13
- AI research evidence record openai:c1
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c6
- AI research evidence record deepseek:c1
- AI research evidence record grok:c1
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- AI research evidence record openai:c3
- AI research evidence record anthropic:c3
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- AI research evidence record anthropic:c10
- AI research evidence record kimi:c1
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- AI research evidence record kimi:c2
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- AI research evidence record anthropic:c9
- AI research evidence record openai:c5
- AI research evidence record anthropic:c5
- AI research evidence record deepseek:c2
- AI research evidence record grok:c2
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- AI research evidence record anthropic:c12
- AI research evidence record google:c5
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- AI research evidence record openai:c6
- AI research evidence record kimi:c4
- AI research evidence record kimi:c6
- AI research evidence record anthropic:c13
- AI research evidence record openai:c7
- AI research evidence record google:c1
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- AI research evidence record anthropic:c11
- AI research evidence record openai:c10
- AI research evidence record grok:c1
- AI research evidence record openai:c1
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- AI research evidence record openai:c1
- AI research evidence record anthropic:c4
- AI research evidence record google:c1
- AI research evidence record kimi:c2
- AI research evidence record kimi:c3
- AI research evidence record openai:c5
- AI research evidence record anthropic:c5
- AI research evidence record grok:c2
- AI research evidence record google:c4
- AI research evidence record anthropic:c7
- AI research evidence record deepseek:c1
- AI research evidence record kimi:c5
- AI research evidence record anthropic:c1
- AI research evidence record grok:c1
- AI research evidence record openai:c6
- AI research evidence record kimi:c4
- AI research evidence record kimi:c6
- AI research evidence record openai:c1
- AI research evidence record anthropic:c11
- AI research evidence record deepseek:c1
- AI research evidence record google:c1
- AI research evidence record kimi:c2
- AI research evidence record anthropic:c13
- AI research evidence record kimi:c1
- AI research evidence record anthropic:c7
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:c1
- AI research evidence record kimi:c2
- AI research evidence record anthropic:c13
- AI research evidence record kimi:c1
- AI research evidence record anthropic:c11
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- AI research evidence record anthropic:c6
- AI research evidence record anthropic:c4
- AI research evidence record openai:c2
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- AI research evidence record anthropic:c8
- AI research evidence record google:c5
- AI research evidence record anthropic:c11
- AI research evidence record google:c1
- AI research evidence record kimi:c2
- AI research evidence record grok:c1
- AI research evidence record anthropic:c13
- AI research evidence record anthropic:c7
Independent Sources
- 9 Best Automatic Pill Dispensers of 2026: Caregiver-Reviewed: https://caringvillage.com/9-best-automatic-pill-dispensers-of-2026-caregiver-reviewed/
- 9 Best Automatic Pill Dispensers of 2026: Caregiver-Reviewed: https://caringvillage.com/product-reviews/automatic-pill-dispensers/
- Smart Medication Dispensers That Actually Work (2026 Review: https://carolynabest.com/smart-medication-dispensers-which-one-actually-works-2026-review/
- MedMinder Medication Dispenser Review: Honest Pros, Cons & Verdict 2026: https://elderlivinghub.com/medminder-medication-dispenser-review/
- MedMinder Medication Dispenser Review: Honest Pros, Cons & Verdict 2026: https://elderlivinghub.com/reviews/medminder-medication-dispenser-review/
- Sunshine Line: MedMinder Maya: https://jcaaa.org/wp-content/uploads/2020/12/11-November-Sunshine-Line-2020.pdf
- E-Pill Vs Med Minder Vs GMS Med-e-lert (Alternatives & Reviews: https://omcare.com/e-pill-vs-medminder-vs-gms-med-e-lert-alternatives-reviews/
- 9 Easy-to-Use Automatic Pill Dispensers for Elderly Parents: https://seniorsite.org/resource/9-easy-to-use-automatic-pill-dispensers-for-elderly-parents
- MedMinder Pill Dispensers With Visual & Auditory Alerts: https://spinalcord.org/disability-products-services/medminder-pill-dispensers/
- MedMinder, Maya : Review: https://techenhancedlife.com/medminder-maya-review/
- MedMinder Pill Dispensers with Visual & Auditory Alerts & messages: https://unitedspinal.org/medminder-pill-dispensers-with-visual-auditory-alerts-messages/
- MedMinder Jon Medication Telemanagement Device: https://www.deviceinformed.com/medical-devices-global-directory/medical-technical-facilities/healthcare-it-telemedicine/medication-telemanagement-devices/jon
- MedMinder Systems Inc. LinkedIn Company Page: https://www.linkedin.com/company/medminder-systems-inc/
- MedMinder Reviews 2026 – Automatic Pill Dispenser & Medication Reminder: https://www.medicare.org/medminder-reviews/
- MedMinder - Minnesota Aging and Disability Resource Center: https://www.mn.gov/adresources/search/a475736e-9ffe-5e80-b198-f961b771f68c/?entry=topic_card
- MedMinder Maya Automatic Medication Dispenser Review: https://www.techenhancedlife.com/reviews/medminder-maya
- Comparison: Automated Medication Dispensers: https://www.theseniorlist.com/medication/dispensers/
Additional AI research evidence136 records
- AI research evidence record openai:c1
- AI research evidence record anthropic:c5
- AI research evidence record deepseek:c1
- AI research evidence record grok:c1
- AI research evidence record google:c1
- AI research evidence record openai:c1
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- AI research evidence record deepseek:c1
- AI research evidence record grok:c1
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- AI research evidence record kimi:c2
- AI research evidence record perplexity:c1
- AI research evidence record openai:c3
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- AI research evidence record anthropic:c4
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- AI research evidence record kimi:c2
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- AI research evidence record anthropic:c9
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- AI research evidence record deepseek:c1
- AI research evidence record grok:c2
- AI research evidence record kimi:c5
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- AI research evidence record google:c2
- AI research evidence record anthropic:c5
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- AI research evidence record anthropic:c6
- AI research evidence record grok:c1
- AI research evidence record deepseek:c2
- AI research evidence record google:c4
- AI research evidence record openai:c2
- AI research evidence record anthropic:c8
- AI research evidence record anthropic:c12
- AI research evidence record google:c5
- AI research evidence record deepseek:c1
- AI research evidence record grok:c1
- AI research evidence record kimi:c2
- AI research evidence record anthropic:c11
- AI research evidence record google:c1
- AI research evidence record openai:c10
- AI research evidence record openai:c7
- AI research evidence record openai:c9
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:c13
- AI research evidence record openai:c1
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- AI research evidence record anthropic:c6
- AI research evidence record deepseek:c1
- AI research evidence record grok:c1
- AI research evidence record google:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record anthropic:c3
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- AI research evidence record kimi:c1
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- AI research evidence record anthropic:c7
- AI research evidence record deepseek:c1
- AI research evidence record kimi:c5
- AI research evidence record anthropic:c1
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- AI research evidence record kimi:c4
- AI research evidence record kimi:c6
- AI research evidence record openai:c1
- AI research evidence record anthropic:c11
- AI research evidence record deepseek:c1
- AI research evidence record google:c1
- AI research evidence record kimi:c2
- AI research evidence record anthropic:c13
- AI research evidence record kimi:c1
- AI research evidence record anthropic:c7
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:c1
- AI research evidence record kimi:c2
- AI research evidence record anthropic:c13
- AI research evidence record kimi:c1
- AI research evidence record anthropic:c11
- AI research evidence record openai:c1
- AI research evidence record openai:c1
- AI research evidence record anthropic:c6
- AI research evidence record anthropic:c4
- AI research evidence record openai:c2
- AI research evidence record anthropic:c3
- AI research evidence record google:c4
- AI research evidence record anthropic:c8
- AI research evidence record google:c5
- AI research evidence record anthropic:c11
- AI research evidence record google:c1
- AI research evidence record kimi:c2
- AI research evidence record grok:c1
- AI research evidence record anthropic:c13
- AI research evidence record anthropic:c7
Verify this research
Review the study details behind this page or download the public machine-readable verification record.
- Study date
- Aug 12, 2026
- Platforms analyzed
- 7
- Source records
- 30
- Ranking mentions
- 5 of 7
- Platform share
- 71%
- Final consensus rank
- #3
Research trail and source mix
Platforms
openai, anthropic, deepseek, grok, perplexity, kimi, google
Source mix
17 independent · 13 company-owned
Evidence support
28 direct · 2 partial
Important limitation
Use the run research_date as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.
Source snapshot SHA-256 ab39d0509ba19ec76dda100be5ee737ba4ac90d8f1046bf002afc53357f5e7b3
